| Number of Variables | 10 |
|---|---|
| Number of Rows | 6.3512e+06 |
| Missing Cells | 0 |
| Missing Cells (%) | 0.0% |
| Duplicate Rows | 0 |
| Duplicate Rows (%) | 0.0% |
| Total Size in Memory | 1.5 GB |
| Average Row Size in Memory | 255.4 B |
| Variable Types |
|
| amount is skewed | Skewed |
|---|---|
| oldbalanceOrig is skewed | Skewed |
| newbalanceOrig is skewed | Skewed |
| oldbalanceDest is skewed | Skewed |
| newbalanceDest is skewed | Skewed |
| nameOrig has a high cardinality: 6341907 distinct values | High Cardinality |
| nameDest has a high cardinality: 2716810 distinct values | High Cardinality |
| isFraud has constant length 1 | Constant Length |
| oldbalanceOrig has 2101614 (33.09%) zeros | Zeros |
| newbalanceOrig has 3603682 (56.74%) zeros | Zeros |
| oldbalanceDest has 2698585 (42.49%) zeros | Zeros |
|---|---|
| newbalanceDest has 2434670 (38.33%) zeros | Zeros |
numerical
| Approximate Distinct Count | 699 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 101619088 |
| Mean | 242.5553 |
| Minimum | 1 |
| Maximum | 699 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1 |
|---|---|
| 5-th Percentile | 16 |
| Q1 | 155 |
| Median | 238 |
| Q3 | 333 |
| 95-th Percentile | 471 |
| Maximum | 699 |
| Range | 698 |
| IQR | 178 |
| Mean | 242.5553 |
|---|---|
| Standard Deviation | 141.0676 |
| Variance | 19900.078 |
| Sum | 1.5405e+09 |
| Skewness | 0.3382 |
| Kurtosis | 0.246 |
| Coefficient of Variation | 0.5816 |
categorical
| Approximate Distinct Count | 5 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 459968462 |
| Mean | 7.4224 |
|---|---|
| Standard Deviation | 0.532 |
| Median | 7 |
| Minimum | 5 |
| Maximum | 8 |
| 1st row | PAYMENT |
|---|---|
| 2nd row | PAYMENT |
| 3rd row | TRANSFER |
| 4th row | CASH_OUT |
| 5th row | PAYMENT |
| Count | 43510683 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 43510683 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 5308896 |
|---|---|
| Approximate Unique (%) | 83.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 101619088 |
| Mean | 179815.536 |
| Minimum | 0 |
| Maximum | 9.2446e+07 |
| Zeros | 12 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 2379.2308 |
| Q1 | 13711.875 |
| Median | 76802.4921 |
| Q3 | 211948.39 |
| 95-th Percentile | 549581.2888 |
| Maximum | 9.2446e+07 |
| Range | 9.2446e+07 |
| IQR | 198236.515 |
| Mean | 179815.536 |
|---|---|
| Standard Deviation | 603630.9774 |
| Variance | 3.6437e+11 |
| Sum | 1.142e+12 |
| Skewness | 31.0509 |
| Kurtosis | 1803.4093 |
| Coefficient of Variation | 3.3569 |
categorical
| Approximate Distinct Count | 6341907 |
|---|---|
| Approximate Unique (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 479402683 |
| Mean | 10.4823 |
|---|---|
| Standard Deviation | 0.6041 |
| Median | 11 |
| Minimum | 5 |
| Maximum | 11 |
| 1st row | C1231006815 |
|---|---|
| 2nd row | C1666544295 |
| 3rd row | C1305486145 |
| 4th row | C840083671 |
| 5th row | C2048537720 |
| Count | 6351193 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 6351193 |
| Dash Punctuation | 0 |
| Decimal Number | 60223945 |
numerical
| Approximate Distinct Count | 1844245 |
|---|---|
| Approximate Unique (%) | 29.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 101619088 |
| Mean | 834795.684 |
| Minimum | 0 |
| Maximum | 5.9585e+07 |
| Zeros | 2101614 |
| Zeros (%) | 33.1% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 14709.52 |
| Q3 | 112239.1408 |
| 95-th Percentile | 6.1874e+06 |
| Maximum | 5.9585e+07 |
| Range | 5.9585e+07 |
| IQR | 112239.1408 |
| Mean | 834795.684 |
|---|---|
| Standard Deviation | 2.89e+06 |
| Variance | 8.3519e+12 |
| Sum | 5.3019e+12 |
| Skewness | 5.2438 |
| Kurtosis | 32.8754 |
| Coefficient of Variation | 3.4619 |
numerical
| Approximate Distinct Count | 2677400 |
|---|---|
| Approximate Unique (%) | 42.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 101619088 |
| Mean | 856169.5828 |
| Minimum | 0 |
| Maximum | 4.9585e+07 |
| Zeros | 3603682 |
| Zeros (%) | 56.7% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 151333.6825 |
| 95-th Percentile | 6.3408e+06 |
| Maximum | 4.9585e+07 |
| Range | 4.9585e+07 |
| IQR | 151333.6825 |
| Mean | 856169.5828 |
|---|---|
| Standard Deviation | 2.9261e+06 |
| Variance | 8.5619e+12 |
| Sum | 5.4377e+12 |
| Skewness | 5.1724 |
| Kurtosis | 32.0038 |
| Coefficient of Variation | 3.4176 |
categorical
| Approximate Distinct Count | 2716810 |
|---|---|
| Approximate Unique (%) | 42.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 479399126 |
| Mean | 10.4817 |
|---|---|
| Standard Deviation | 0.6048 |
| Median | 11 |
| Minimum | 2 |
| Maximum | 11 |
| 1st row | M1979787155 |
|---|---|
| 2nd row | M2044282225 |
| 3rd row | C553264065 |
| 4th row | C38997010 |
| 5th row | M1230701703 |
| Count | 6351193 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 6351193 |
| Dash Punctuation | 0 |
| Decimal Number | 60220388 |
numerical
| Approximate Distinct Count | 3609168 |
|---|---|
| Approximate Unique (%) | 56.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 101619088 |
| Mean | 1.101e+06 |
| Minimum | 0 |
| Maximum | 3.5602e+08 |
| Zeros | 2698585 |
| Zeros (%) | 42.5% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 139403.67 |
| Q3 | 964184.4325 |
| 95-th Percentile | 5.558e+06 |
| Maximum | 3.5602e+08 |
| Range | 3.5602e+08 |
| IQR | 964184.4325 |
| Mean | 1.101e+06 |
|---|---|
| Standard Deviation | 3.3989e+06 |
| Variance | 1.1553e+13 |
| Sum | 6.9929e+12 |
| Skewness | 19.9342 |
| Kurtosis | 950.0152 |
| Coefficient of Variation | 3.087 |
numerical
| Approximate Distinct Count | 3549046 |
|---|---|
| Approximate Unique (%) | 55.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 101619088 |
| Mean | 1.2254e+06 |
| Minimum | 0 |
| Maximum | 3.5618e+08 |
| Zeros | 2434670 |
| Zeros (%) | 38.3% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 221924.89 |
| Q3 | 1.1394e+06 |
| 95-th Percentile | 5.8341e+06 |
| Maximum | 3.5618e+08 |
| Range | 3.5618e+08 |
| IQR | 1.1394e+06 |
| Mean | 1.2254e+06 |
|---|---|
| Standard Deviation | 3.6743e+06 |
| Variance | 1.35e+13 |
| Sum | 7.7826e+12 |
| Skewness | 19.3623 |
| Kurtosis | 863.0754 |
| Coefficient of Variation | 2.9985 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 419178738 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 6351193 |